{"id":"W4409086404","doi":"","title":"Costs and benefits of phytoplankton motility.","year":2025,"lang":"en","type":"preprint","venue":"PubMed","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Phytoplankton; Motility; Business; Environmental science; Natural resource economics; Fishery; Oceanography; Economics; Biology; Ecology; Geology; Cell biology; Nutrient","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006508578,0.0005433888,0.000439543,0.0006200537,0.0005859293,0.001570156,0.0004094045,0.0006451609,0.00435697],"category_scores_gemma":[0.004622687,0.0002450543,0.0004541228,0.0005042535,0.001087686,0.001738945,0.001549932,0.0007904801,0.0005794778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008405276,"about_ca_system_score_gemma":0.0004720872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000808913,"about_ca_topic_score_gemma":0.001159135,"domain_scores_codex":[0.999332,0.0001309615,0.00005105889,0.0001023942,0.0002992038,0.0000842005],"domain_scores_gemma":[0.9983338,0.0007102667,0.0003914556,0.0001646665,0.0002083706,0.0001914629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001091004,0.0001847391,0.1291718,0.004181827,0.000993679,0.002329075,0.001058398,0.03322491,0.1466417,0.2942073,0.01034041,0.3765751],"study_design_scores_gemma":[0.00004974421,0.0005862657,0.5659145,0.0004962299,0.0005987936,0.004135494,0.002991759,0.02509169,0.01847865,0.3301829,0.05131176,0.0001622641],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8603379,0.01947675,0.02954111,0.009805432,0.0007087052,0.00007084298,0.001615993,0.0001929341,0.0782503],"genre_scores_gemma":[0.9866208,0.004086619,0.003610278,0.0003382188,0.0001516818,0.00003515845,0.0003562332,0.00004906909,0.00475183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00435697,"threshold_uncertainty_score":0.01457554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01891482355329716,"score_gpt":0.1894891439356498,"score_spread":0.1705743203823526,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}